Statistical Analysis

Regression Analysis

• Yuan, M., V. Roshan Joseph, and Zou, H. (2009) “Structured Variable Selection and Estimation“. Annals of Applied Statistics, 3, 1738-1757.
• Xiong, S. and V. Roshan Joseph (2013) “Regression with Outlier Shrinkage”. Journal of Statistical Planning and Inference, 143, 1988-2001.

Gaussian Process Modeling

• See Surrogate Modeling under Uncertainty Quantification.

Analysis of Experiments

• V. Roshan Joseph (2006) “A Bayesian Approach to the Design and Analysis of Fractionated Experiments”. Technometrics 48, 219-229.
• V. Roshan Joseph and Delaney, J. D. (2007) “Functionally Induced Priors for the Analysis of Experiments“. Technometrics 49, 1-11.
• Yuan, M., V. Roshan Joseph, and Lin, Y. (2007) “An Efficient Variable Selection Approach for Analyzing Designed Experiments“. Technometrics 49, 430-439.
• V. Roshan Joseph and Delaney, J. D. (2008) “Analysis of Optimization Experiments“. Journal of Quality Technology 40, 282-298.
• Kang, L., V. Roshan Joseph, and Brenneman, W. (2011) “Design and Modeling Strategies for Mixture-of-Mixture Experiments”. Technometrics, 53, 125-136.
• Yu, W.-Y. and V. Roshan Joseph. (2024) “Automated Analysis of Experiments using Hierarchical Garrote”. arXiv. R package: HiGarrote.